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An engineer who tells you the truth, including the parts that are still a target.

Figures on this page are illustrative planning assumptions and source reports. They are not validated market sizing, operating results, bookings, or a validated forecast.

TargetReported

Planning scenario

Founder-led AI engineering · MLAI

These are illustrative design assumptions, not validated market sizing or reachable revenue.

Target

TAM

$48B

Illustrative planning assumption for private AI infrastructure; not validated market sizing.

Target

SAM

$12B

Illustrative planning assumption for the proposed customer segments; not validated market sizing.

Target

SOM

$1.2B

Illustrative planning assumption for proposed SDK licensing plus integration services; not validated reachable revenue.

Target

Raise

Illustrative seed scenario $4.5M target

Use of funds is a plan, not a spend record.

Target

Product

50% target

Illustrative allocation: ABI, WDBX, Abbey, Quesar

Infrastructure

30% target

Illustrative allocation: tooling, eval, private deploy paths

GTM

20% target

Illustrative allocation: proposed services motion

Unit economics

Unit economics planning assumptions.

These targets have no reproduced operating result in this draft.

Target
Gross margin
82% targetTarget
CAC payback
11 months targetTarget
LTV/CAC
5.4× targetTarget

ARR projection

Million-dollar figures, tagged as targets.

These values are illustrative planning targets. They are not bookings, observed revenue, or a validated forecast.

Target

Million-dollar ARR figures on this chart are targets, not results.

$0.4M

Y1

Target

$1.8M

Y2

Target

$6.5M

Y3

Target

$18M

Y4

Target

$42M

Y5

Target

Founder

Source reports and proposed acceptance.

  • Source references: ABI, WDBX, Abbey, Gama, and this site; not deployment acceptanceReported
  • Abbey source includes a capability ledger in src/claims.rs; not a model-quality resultReported
  • Proposed acceptance: repeatable verification for each deployment and deviceTarget